ASHRAE

A Nagy energia előrejelző versenypályázat III

Mennyi energiát fogyaszt egy épület?

Bevezetés

Ebben a versenykiírásban a feladat olyan model fejlesztése, mely képes pontosan előrejelezni egy épület energia fogyasztását a követlező területeken: elektromosság, vízhűtés, gőz , illetve melegvíz. Az adatok több mint 1000 épület három évre visszamenő adatait tartalmazzák.

A kiírás célja, hogy a energiamegtakarítás jobb becslése révén motiválja a nagybefektetőket és pénzügyi intézményeket a területbe történő befektetésre, ezzel előrelendítve a hatékonyság kiépítését. Általánosságban az épületek energiahatékonyságának javítása illeszkedik napjaink egyik legmeghatározóbb agendájába, a klímaváltozás negatív következményei elleni küzdelemhez. Eszerint a fogyasztás visszafogása csökkentheti a környezeti terhelést, azon belül is különösképp az üvegházhatást okozó gázok kibocsátásának a visszafogását.

Az energiahatékonyság predikciójában rejlő legjelentősebb kihívás a kontrafaktuális állapot becslése, vagyis jelen esetben annak meghatározása, hogy mennyi energiát fogyasztott volna az adott épület abban az esetben, ha az energiafogyasztással kapcsolatos fejlesztések nem kerültek volna kivitelezésre. A gépi tanulás segítségével olyan model fejlesztése a cél, mely három évet felölelő energetikai mérési és időjárás adatok alapján képes pontos becslést adni az energiahatékonyság javulására vonatkozólag.

Fájlok:

train.csv

• building_id - Idegen kulcs az épület metadata fájlhoz.


• meter - A mérő azonosító kódja (0: elektromos áram (electricity), 1: hidegvíz (chilledwater), 2: gőz (steam), 3: melegvíz (hotwater). Nem minden épület rendelkezik minden mérő típussal.


• timestamp - az időpont, amikor a mérés megvalósult


• meter_reading - A célváltozó. Az energiafogyasztás kWh-ban kifejezve (vagy azzal ekvivalens). Valós adatok révén figyelembe kell venni a mérési hibát, mely a modellezési hibának az baseline szintjeként értelmezhető.

building_meta.csv

• site_id - Helyszín, idegen kulcs az időjárás fájlhoz.


• building_id - Idegen kulcs a training fájlhoz


• primary_use - Az épület elsődleges tevékenységének kategóriája az EnergieStar ingatlan típus besorolása alapján


• square_feet - Az épület bruttó területe


• year_built - Az épület megynitásának időpontja


• floor_count - Az épület emeleteinek a száma

weather_[train/test].csv

• site_id - Idegen kulcs az időjárás fájlhoz.


• air_temperature - Hőmérséklet Celsius fokban


• cloud_coverage - Az arány, amilyen mértékben felhők borítják az eget


• dew_temperature - Harmatpont Celsius fokban


• precip_depth_1_hr - Csapadékmennyiség millimeterben


• sea_level_pressure - Tengerszintre átszámított légnyomás millibárban


• wind_direction - Szélirány iránytű szerinti fokban


• wind_speed - Szélerősség m/s-ban

test.csv

• row_id - Idegen kulcs az időjárás fájlhoz


• building_id - Idegen kulcs a training fájlhoz


• meter - A mérő azonosító kódja (0: elektromosság (electricity), 1: vízhűtés (chilledwater), 2: gőz (steam), 3: melegvíz (hotwater). Nem minden épület rendelkezik minden mérő típussal.


• timestamp - az időpont, amikor a mérés megvalósult

sample_submission.csv

Az érvényes minta.

Csomagok importálása

# Csomagok importálása validációhoz
from sklearn.model_selection import RandomizedSearchCV
from sklearn.model_selection import GridSearchCV
from sklearn.model_selection import train_test_split
from sklearn.model_selection import KFold
from sklearn import metrics, model_selection

# Csomagok importálása vizualizációhoz
import matplotlib.pyplot as plt
import seaborn as sns

# Csomagok importálása modellezéshez
import xgboost as xgb
#import catboost as cbt
import lightgbm as lgbm

# Általános csomagok importálása
import pandas as pd
import numpy as np
import os
from IPython.display import display_html
from datetime import datetime

Adatok betöltése

# Az elérési út megadása
root = 'C:/Users/ZsoltNagy/Desktop/github_projects/ASHRAE/project_ASHRAE/Data'

# Adatok betöltése
df_train = pd.read_csv(os.path.join(root, 'train.csv'))
df_test = pd.read_csv(os.path.join(root, 'test.csv'))
df_weather_train = pd.read_csv(os.path.join(root, 'weather_train.csv'))
df_weather_test = pd.read_csv(os.path.join(root, 'weather_test.csv'))
df_building = pd.read_csv(os.path.join(root, 'building_metadata.csv'))

# Gyors pillantás az adatokra
display(df_train.iloc[:10,:])
display(df_test.iloc[:10,:])
display(df_weather_train.iloc[:10,:])
display(df_weather_test.iloc[:10,:])
display(df_building.iloc[:10,:])

	building_id	meter	timestamp	meter_reading
0	0	0	2016-01-01 00:00:00	0.0
1	1	0	2016-01-01 00:00:00	0.0
2	2	0	2016-01-01 00:00:00	0.0
3	3	0	2016-01-01 00:00:00	0.0
4	4	0	2016-01-01 00:00:00	0.0
5	5	0	2016-01-01 00:00:00	0.0
6	6	0	2016-01-01 00:00:00	0.0
7	7	0	2016-01-01 00:00:00	0.0
8	8	0	2016-01-01 00:00:00	0.0
9	9	0	2016-01-01 00:00:00	0.0

	row_id	building_id	meter	timestamp
0	0	0	0	2017-01-01 00:00:00
1	1	1	0	2017-01-01 00:00:00
2	2	2	0	2017-01-01 00:00:00
3	3	3	0	2017-01-01 00:00:00
4	4	4	0	2017-01-01 00:00:00
5	5	5	0	2017-01-01 00:00:00
6	6	6	0	2017-01-01 00:00:00
7	7	7	0	2017-01-01 00:00:00
8	8	7	1	2017-01-01 00:00:00
9	9	8	0	2017-01-01 00:00:00

	site_id	timestamp	air_temperature	cloud_coverage	dew_temperature	precip_depth_1_hr	sea_level_pressure	wind_direction	wind_speed
0	0	2016-01-01 00:00:00	25.0	6.0	20.0	NaN	1019.7	0.0	0.0
1	0	2016-01-01 01:00:00	24.4	NaN	21.1	-1.0	1020.2	70.0	1.5
2	0	2016-01-01 02:00:00	22.8	2.0	21.1	0.0	1020.2	0.0	0.0
3	0	2016-01-01 03:00:00	21.1	2.0	20.6	0.0	1020.1	0.0	0.0
4	0	2016-01-01 04:00:00	20.0	2.0	20.0	-1.0	1020.0	250.0	2.6
5	0	2016-01-01 05:00:00	19.4	NaN	19.4	0.0	NaN	0.0	0.0
6	0	2016-01-01 06:00:00	21.1	6.0	21.1	-1.0	1019.4	0.0	0.0
7	0	2016-01-01 07:00:00	21.1	NaN	21.1	0.0	1018.8	210.0	1.5
8	0	2016-01-01 08:00:00	20.6	NaN	20.0	0.0	1018.1	0.0	0.0
9	0	2016-01-01 09:00:00	21.1	NaN	20.6	0.0	1019.0	290.0	1.5

	site_id	timestamp	air_temperature	cloud_coverage	dew_temperature	precip_depth_1_hr	sea_level_pressure	wind_direction	wind_speed
0	0	2017-01-01 00:00:00	17.8	4.0	11.7	NaN	1021.4	100.0	3.6
1	0	2017-01-01 01:00:00	17.8	2.0	12.8	0.0	1022.0	130.0	3.1
2	0	2017-01-01 02:00:00	16.1	0.0	12.8	0.0	1021.9	140.0	3.1
3	0	2017-01-01 03:00:00	17.2	0.0	13.3	0.0	1022.2	140.0	3.1
4	0	2017-01-01 04:00:00	16.7	2.0	13.3	0.0	1022.3	130.0	2.6
5	0	2017-01-01 05:00:00	15.6	2.0	12.8	0.0	1022.1	130.0	2.1
6	0	2017-01-01 06:00:00	15.0	0.0	12.8	0.0	1021.7	150.0	1.5
7	0	2017-01-01 07:00:00	15.0	2.0	13.3	0.0	1021.6	0.0	0.0
8	0	2017-01-01 08:00:00	13.3	0.0	12.2	0.0	1021.4	0.0	0.0
9	0	2017-01-01 09:00:00	12.2	4.0	11.7	0.0	1021.4	0.0	0.0

	site_id	building_id	primary_use	square_feet	year_built	floor_count
0	0	0	Education	7432	2008.0	NaN
1	0	1	Education	2720	2004.0	NaN
2	0	2	Education	5376	1991.0	NaN
3	0	3	Education	23685	2002.0	NaN
4	0	4	Education	116607	1975.0	NaN
5	0	5	Education	8000	2000.0	NaN
6	0	6	Lodging/residential	27926	1981.0	NaN
7	0	7	Education	121074	1989.0	NaN
8	0	8	Education	60809	2003.0	NaN
9	0	9	Office	27000	2010.0	NaN

# Alapinformációk lekérése az adatszetekről
df_train.info()
print('')
df_test.info()
print('')
df_weather_train.info()
print('')
df_weather_test.info()
print('')
df_building.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 20216100 entries, 0 to 20216099
Data columns (total 4 columns):
building_id      int64
meter            int64
timestamp        object
meter_reading    float64
dtypes: float64(1), int64(2), object(1)
memory usage: 616.9+ MB

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 41697600 entries, 0 to 41697599
Data columns (total 4 columns):
row_id         int64
building_id    int64
meter          int64
timestamp      object
dtypes: int64(3), object(1)
memory usage: 1.2+ GB

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 139773 entries, 0 to 139772
Data columns (total 9 columns):
site_id               139773 non-null int64
timestamp             139773 non-null object
air_temperature       139718 non-null float64
cloud_coverage        70600 non-null float64
dew_temperature       139660 non-null float64
precip_depth_1_hr     89484 non-null float64
sea_level_pressure    129155 non-null float64
wind_direction        133505 non-null float64
wind_speed            139469 non-null float64
dtypes: float64(7), int64(1), object(1)
memory usage: 9.6+ MB

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 277243 entries, 0 to 277242
Data columns (total 9 columns):
site_id               277243 non-null int64
timestamp             277243 non-null object
air_temperature       277139 non-null float64
cloud_coverage        136795 non-null float64
dew_temperature       276916 non-null float64
precip_depth_1_hr     181655 non-null float64
sea_level_pressure    255978 non-null float64
wind_direction        264873 non-null float64
wind_speed            276783 non-null float64
dtypes: float64(7), int64(1), object(1)
memory usage: 19.0+ MB

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1449 entries, 0 to 1448
Data columns (total 6 columns):
site_id        1449 non-null int64
building_id    1449 non-null int64
primary_use    1449 non-null object
square_feet    1449 non-null int64
year_built     675 non-null float64
floor_count    355 non-null float64
dtypes: float64(2), int64(3), object(1)
memory usage: 68.0+ KB

Memóriahasználat csökkentése

A train és test adatszetek memóriahasználata jelentős, mely hatékonyan csökkenthető a változók konvertálásával

## Függvény a memóriahasználat csökkentéséhez. Forrás: https://www.kaggle.com/caesarlupum/ashrae-start-here-a-gentle-introduction
def reduce_mem_usage(df, verbose=True):
    numerics = ['int16', 'int32', 'int64', 'float16', 'float32', 'float64']
    start_mem = df.memory_usage().sum() / 1024**2    
    for col in df.columns:
        col_type = df[col].dtypes
        if col_type in numerics:
            c_min = df[col].min()
            c_max = df[col].max()
            if str(col_type)[:3] == 'int':
                if c_min > np.iinfo(np.int8).min and c_max < np.iinfo(np.int8).max:
                    df[col] = df[col].astype(np.int8)
                elif c_min > np.iinfo(np.int16).min and c_max < np.iinfo(np.int16).max:
                    df[col] = df[col].astype(np.int16)
                elif c_min > np.iinfo(np.int32).min and c_max < np.iinfo(np.int32).max:
                    df[col] = df[col].astype(np.int32)
                elif c_min > np.iinfo(np.int64).min and c_max < np.iinfo(np.int64).max:
                    df[col] = df[col].astype(np.int64)  
            else:
                if c_min > np.finfo(np.float16).min and c_max < np.finfo(np.float16).max:
                    df[col] = df[col].astype(np.float16)
                elif c_min > np.finfo(np.float32).min and c_max < np.finfo(np.float32).max:
                    df[col] = df[col].astype(np.float32)
                else:
                    df[col] = df[col].astype(np.float64)    
    end_mem = df.memory_usage().sum() / 1024**2
    if verbose: print('Mem. usage decreased to {:5.2f} Mb ({:.1f}% reduction)'.format(end_mem, 100 * (start_mem - end_mem) / start_mem))
    return df

# A memóriahasználatot csökkentő függvény alkalmazása

df_train_red = reduce_mem_usage(df_train)
df_test_red = reduce_mem_usage(df_test)
df_weather_train_red = reduce_mem_usage(df_weather_train)
df_weather_test_red = reduce_mem_usage(df_weather_test)
df_building_red = reduce_mem_usage(df_building)

Mem. usage decreased to 289.19 Mb (53.1% reduction)
Mem. usage decreased to 596.49 Mb (53.1% reduction)
Mem. usage decreased to  3.07 Mb (68.1% reduction)
Mem. usage decreased to  6.08 Mb (68.1% reduction)
Mem. usage decreased to  0.03 Mb (60.3% reduction)

# Alapstatisztikák lekérése az adatok transzformáció előtti és utáni összehasonlításához:

# df_train
desc_dftrain = df_train.describe()
desc_dftrain_red = df_train_red.describe()

desc_dftrain_styler = desc_dftrain.style.set_table_attributes("style='display:inline'").set_caption('Eredeti df_train')
desc_dftrain_red_styler = desc_dftrain_red.style.set_table_attributes("style='display:inline'").set_caption('Transzformált df_train')

display_html(desc_dftrain_styler._repr_html_()+desc_dftrain_red_styler._repr_html_(), raw=True)

# df_test
desc_dftest = df_test.describe()
desc_dftest_red = df_test_red.describe()

desc_dftest_styler = desc_dftest.style.set_table_attributes("style='display:inline'").set_caption('Eredeti df_test')
desc_dftest_red_styler = desc_dftest_red.style.set_table_attributes("style='display:inline'").set_caption('Transzformált df_test')

display_html(desc_dftest_styler._repr_html_()+desc_dftest_red_styler._repr_html_(), raw=True)

# df_weather_train
desc_dfweather_train = df_weather_train.describe()
desc_dfweather_train_red = df_weather_train_red.describe()

desc_dfweather_train_styler = desc_dfweather_train.style.set_table_attributes("style='display:inline'").set_caption('Eredeti df_weather_train')
desc_dfweather_train_red_styler = desc_dfweather_train_red.style.set_table_attributes("style='display:inline'").set_caption('Transzformált df_weather_train')

display_html(desc_dfweather_train_styler._repr_html_()+desc_dfweather_train_red_styler._repr_html_(), raw=True)

# df_weather_test
desc_dfweather_test = df_weather_test.describe()
desc_dfweather_test_red = df_weather_test_red.describe()

desc_dfweather_test_styler = desc_dfweather_test.style.set_table_attributes("style='display:inline'").set_caption('Eredeti df_weather_test')
desc_dfweather_test_red_styler = desc_dfweather_test_red.style.set_table_attributes("style='display:inline'").set_caption('Transzformált df_weather_test')

display_html(desc_dfweather_test_styler._repr_html_()+desc_dfweather_test_red_styler._repr_html_(), raw=True)

# building
desc_dfbuilding = df_building.describe()
desc_dfbuilding_red = df_building_red.describe()

desc_dfbuilding_styler = desc_dfbuilding.style.set_table_attributes("style='display:inline'").set_caption('Eredeti df_building')
desc_dfbuilding_red_styler = desc_dfbuilding_red.style.set_table_attributes("style='display:inline'").set_caption('Transzformált df_building')

display_html(desc_dfbuilding_styler._repr_html_()+desc_dfbuilding_red_styler._repr_html_(), raw=True)

Eredeti df_train

	building_id	meter	meter_reading
count	2.02161e+07	2.02161e+07	2.02161e+07
mean	799.278	0.662441	1988.71
std	426.913	0.930992	153216
min	0	0	0
25%	393	0	18.3
50%	895	0	78.775
75%	1179	1	267.984
max	1448	3	2.19047e+07

Transzformált df_train

	building_id	meter	meter_reading
count	2.02161e+07	2.02161e+07	2.02161e+07
mean	799.278	0.662441	1988.71
std	426.913	0.930992	153216
min	0	0	0
25%	393	0	18.3
50%	895	0	78.775
75%	1179	1	267.984
max	1448	3	2.19047e+07

Eredeti df_test

	row_id	building_id	meter
count	4.16976e+07	4.16976e+07	4.16976e+07
mean	2.08488e+07	807.582	0.664286
std	1.20371e+07	429.768	0.927807
min	0	0	0
25%	1.04244e+07	404.75	0
50%	2.08488e+07	900	0
75%	3.12732e+07	1194.25	1
max	4.16976e+07	1448	3

Transzformált df_test

	row_id	building_id	meter
count	4.16976e+07	4.16976e+07	4.16976e+07
mean	2.08488e+07	807.582	0.664286
std	1.20371e+07	429.768	0.927807
min	0	0	0
25%	1.04244e+07	404.75	0
50%	2.08488e+07	900	0
75%	3.12732e+07	1194.25	1
max	4.16976e+07	1448	3

Eredeti df_weather_train

	site_id	air_temperature	cloud_coverage	dew_temperature	precip_depth_1_hr	sea_level_pressure	wind_direction	wind_speed
count	139773	139718	70600	139660	89484	129155	133505	139469
mean	7.47898	nan	nan	nan	nan	nan	nan	nan
std	4.60474	0	0	0	nan	nan	nan	0
min	0	-28.9062	0	-35	-1	968	0	0
25%	3	7.19922	0	0.600098	0	1012	80	2.09961
50%	7	15	2	8.29688	0	1016.5	190	3.09961
75%	11	22.2031	4	14.3984	0	1021	280	5
max	15	47.1875	9	26.0938	343	1046	360	19

Transzformált df_weather_train

	site_id	air_temperature	cloud_coverage	dew_temperature	precip_depth_1_hr	sea_level_pressure	wind_direction	wind_speed
count	139773	139718	70600	139660	89484	129155	133505	139469
mean	7.47898	nan	nan	nan	nan	nan	nan	nan
std	4.60474	0	0	0	nan	nan	nan	0
min	0	-28.9062	0	-35	-1	968	0	0
25%	3	7.19922	0	0.600098	0	1012	80	2.09961
50%	7	15	2	8.29688	0	1016.5	190	3.09961
75%	11	22.2031	4	14.3984	0	1021	280	5
max	15	47.1875	9	26.0938	343	1046	360	19

Eredeti df_weather_test

	site_id	air_temperature	cloud_coverage	dew_temperature	precip_depth_1_hr	sea_level_pressure	wind_direction	wind_speed
count	277243	277139	136795	276916	181655	255978	264873	276783
mean	7.48465	nan	nan	nan	nan	nan	nan	nan
std	4.61696	0	0	0	nan	nan	nan	0
min	0	-28.0938	0	-31.5938	-1	972	0	0
25%	3	7.19922	0	0.600098	0	1011.5	80	2.09961
50%	7	15	2	8.39844	0	1016.5	190	3.09961
75%	12	22.2031	4	15	0	1021	280	4.60156
max	15	48.3125	9	26.7031	597	1050	360	24.2031

Transzformált df_weather_test

	site_id	air_temperature	cloud_coverage	dew_temperature	precip_depth_1_hr	sea_level_pressure	wind_direction	wind_speed
count	277243	277139	136795	276916	181655	255978	264873	276783
mean	7.48465	nan	nan	nan	nan	nan	nan	nan
std	4.61696	0	0	0	nan	nan	nan	0
min	0	-28.0938	0	-31.5938	-1	972	0	0
25%	3	7.19922	0	0.600098	0	1011.5	80	2.09961
50%	7	15	2	8.39844	0	1016.5	190	3.09961
75%	12	22.2031	4	15	0	1021	280	4.60156
max	15	48.3125	9	26.7031	597	1050	360	24.2031

Eredeti df_building

	site_id	building_id	square_feet	year_built	floor_count
count	1449	1449	1449	675	355
mean	6.95238	724	92111.8	inf	3.74023
std	5.00343	418.435	110770	31.0625	3.33398
min	0	0	283	1900	1
25%	3	362	23012	1949	1
50%	5	724	57673	1970	3
75%	13	1086	115676	1995	5
max	15	1448	875000	2017	26

Transzformált df_building

	site_id	building_id	square_feet	year_built	floor_count
count	1449	1449	1449	675	355
mean	6.95238	724	92111.8	inf	3.74023
std	5.00343	418.435	110770	31.0625	3.33398
min	0	0	283	1900	1
25%	3	362	23012	1949	1
50%	5	724	57673	1970	3
75%	13	1086	115676	1995	5
max	15	1448	875000	2017	26

Adatszetek egyesítése

train = df_train_red.merge(df_building_red, on='building_id', how='left')
test = df_test_red.merge(df_building_red, on='building_id', how='left')

train = train.merge(df_weather_train_red, on=['site_id', 'timestamp'], how='left')
test = test.merge(df_weather_test_red, on=['site_id', 'timestamp'], how='left')

display(train.iloc[:10,:])
display(test.iloc[:10,:])

	building_id	meter	timestamp	meter_reading	site_id	primary_use	square_feet	year_built	floor_count	air_temperature	cloud_coverage	dew_temperature	precip_depth_1_hr	sea_level_pressure	wind_direction	wind_speed
0	0	0	2016-01-01 00:00:00	0.0	0	Education	7432	2008.0	NaN	25.0	6.0	20.0	NaN	1019.5	0.0	0.0
1	1	0	2016-01-01 00:00:00	0.0	0	Education	2720	2004.0	NaN	25.0	6.0	20.0	NaN	1019.5	0.0	0.0
2	2	0	2016-01-01 00:00:00	0.0	0	Education	5376	1991.0	NaN	25.0	6.0	20.0	NaN	1019.5	0.0	0.0
3	3	0	2016-01-01 00:00:00	0.0	0	Education	23685	2002.0	NaN	25.0	6.0	20.0	NaN	1019.5	0.0	0.0
4	4	0	2016-01-01 00:00:00	0.0	0	Education	116607	1975.0	NaN	25.0	6.0	20.0	NaN	1019.5	0.0	0.0
5	5	0	2016-01-01 00:00:00	0.0	0	Education	8000	2000.0	NaN	25.0	6.0	20.0	NaN	1019.5	0.0	0.0
6	6	0	2016-01-01 00:00:00	0.0	0	Lodging/residential	27926	1981.0	NaN	25.0	6.0	20.0	NaN	1019.5	0.0	0.0
7	7	0	2016-01-01 00:00:00	0.0	0	Education	121074	1989.0	NaN	25.0	6.0	20.0	NaN	1019.5	0.0	0.0
8	8	0	2016-01-01 00:00:00	0.0	0	Education	60809	2003.0	NaN	25.0	6.0	20.0	NaN	1019.5	0.0	0.0
9	9	0	2016-01-01 00:00:00	0.0	0	Office	27000	2010.0	NaN	25.0	6.0	20.0	NaN	1019.5	0.0	0.0

	row_id	building_id	meter	timestamp	site_id	primary_use	square_feet	year_built	floor_count	air_temperature	cloud_coverage	dew_temperature	precip_depth_1_hr	sea_level_pressure	wind_direction	wind_speed
0	0	0	0	2017-01-01 00:00:00	0	Education	7432	2008.0	NaN	17.796875	4.0	11.703125	NaN	1021.5	100.0	3.599609
1	1	1	0	2017-01-01 00:00:00	0	Education	2720	2004.0	NaN	17.796875	4.0	11.703125	NaN	1021.5	100.0	3.599609
2	2	2	0	2017-01-01 00:00:00	0	Education	5376	1991.0	NaN	17.796875	4.0	11.703125	NaN	1021.5	100.0	3.599609
3	3	3	0	2017-01-01 00:00:00	0	Education	23685	2002.0	NaN	17.796875	4.0	11.703125	NaN	1021.5	100.0	3.599609
4	4	4	0	2017-01-01 00:00:00	0	Education	116607	1975.0	NaN	17.796875	4.0	11.703125	NaN	1021.5	100.0	3.599609
5	5	5	0	2017-01-01 00:00:00	0	Education	8000	2000.0	NaN	17.796875	4.0	11.703125	NaN	1021.5	100.0	3.599609
6	6	6	0	2017-01-01 00:00:00	0	Lodging/residential	27926	1981.0	NaN	17.796875	4.0	11.703125	NaN	1021.5	100.0	3.599609
7	7	7	0	2017-01-01 00:00:00	0	Education	121074	1989.0	NaN	17.796875	4.0	11.703125	NaN	1021.5	100.0	3.599609
8	8	7	1	2017-01-01 00:00:00	0	Education	121074	1989.0	NaN	17.796875	4.0	11.703125	NaN	1021.5	100.0	3.599609
9	9	8	0	2017-01-01 00:00:00	0	Education	60809	2003.0	NaN	17.796875	4.0	11.703125	NaN	1021.5	100.0	3.599609

Adatok feltérképezése

Az adatok feltérképezése egy iteratív, végnélküli folyamat, mely során igyekszünk megérteni az adatban rejlő mintázatokat, összefüggéseket, trendeket, valamint anomáliákat alapvető statisztikai eljárások használata révén. A lentebbi elemzés betekintést nyújt a folyamatba, azonban korántsem tekinthető minden részletre kiterjedő vizsgálatnak, helyet hagyva az olvasó számára a további elemzésekre.

Hiányzó adatok vizsgálata

train_missing = train.drop('meter_reading', axis=1).count().divide(len(train)).round(4).sort_values()*100
test_missing = test.drop('row_id', axis=1).count().divide(len(test)).round(4).sort_values()*100


fig, ax = plt.subplots(figsize=(12, 8))
x = np.arange(len(train.drop('meter_reading', axis=1).columns))
bar_width = 0.4
b1 = ax.bar(x, train_missing, width=bar_width, color='indigo')
b2 = ax.bar(x + bar_width, test_missing, width=bar_width, color='orange')

# Fix the x-axes.
ax.set_xticks(x + bar_width / 2)
ax.set_xticklabels(train_missing.index, rotation=40)
ax.legend([b1, b2], ['Train', 'Test'])
ax.set_ylabel('%')
ax.set_title('A rendelkezésre álló adat százalékban kifejezve', fontsize=16);

A fenti ábra alapján látható, hogy három változó, a szintek száma, az építése éve, illetve a felhőtakaró nagysága esetében a rendelkezésre álló adatok mennyisége alacsony. Érdemes tehát utána nézni, hogy esetleg van-e bármilyen mintázat, ami az adathiányt magyarázhatná.

temp_df = train[train['floor_count'].isnull()]
print('Leggyakoribb kategóriák/értékek változónként azon adatpontok esetében, ahol hiányzik az épület szintje változó értéke:')
for columns in temp_df.columns:
    print('')
    print(str(columns) + str(':'))
    print(temp_df[columns].value_counts().head(5))

Leggyakoribb kategóriák/értékek változónként azon adatpontok esetében, ahol hiányzik az épület szintje változó értéke:

building_id:
1298    35136
1249    35136
1301    35128
1241    35116
1296    35115
Name: building_id, dtype: int64

meter:
0    9096083
1    3972549
2    2604116
3    1036419
Name: meter, dtype: int64

timestamp:
2016-12-27 19:00:00    1960
2016-12-27 22:00:00    1960
2016-12-27 20:00:00    1960
2016-12-27 17:00:00    1960
2016-12-18 20:00:00    1959
Name: timestamp, dtype: int64

meter_reading:
0.000000     1620375
2.930700       23181
8.792100       21787
36.599998      21447
5.861400       21309
Name: meter_reading, dtype: int64

site_id:
13    2711763
9     2679323
2     2530312
14    2501506
3     2370097
Name: site_id, dtype: int64

primary_use:
Education                        6254313
Office                           4038322
Lodging/residential              1993811
Entertainment/public assembly    1796262
Public services                  1305198
Name: primary_use, dtype: int64

square_feet:
387638    61488
200933    45808
42755     41156
53130     35136
24456     35136
Name: square_feet, dtype: int64

year_built:
1964.0    181767
2006.0    177255
1975.0    173100
1968.0    170299
2007.0    150289
Name: year_built, dtype: int64

floor_count:
Series([], Name: floor_count, dtype: int64)

air_temperature:
24.406250    361794
25.000000    348636
25.593750    348507
23.296875    347393
23.906250    343745
Name: air_temperature, dtype: int64

cloud_coverage:
0.0    4989163
2.0    2094676
4.0    1649861
8.0     519745
6.0     505327
Name: cloud_coverage, dtype: int64

dew_temperature:
22.203125    334453
22.796875    325284
13.898438    321502
18.906250    315154
15.601562    312399
Name: dew_temperature, dtype: int64

precip_depth_1_hr:
 0.0    13049227
-1.0     1009207
 3.0      236306
 5.0      108254
 8.0       65712
Name: precip_depth_1_hr, dtype: int64

sea_level_pressure:
1016.0    521813
1015.5    489760
1016.5    484702
1015.0    482804
1014.5    479575
Name: sea_level_pressure, dtype: int64

wind_direction:
0.0      2169811
170.0     526021
180.0     485891
300.0     473046
190.0     471364
Name: wind_direction, dtype: int64

wind_speed:
0.000000    2172986
2.099609    2007007
2.599609    1864044
1.500000    1805991
3.099609    1656000
Name: wind_speed, dtype: int64

temp_df = train[train['year_built'].isnull()]
print('Leggyakoribb kategóriák/értékek változónként azon adatpontok esetében, ahol hiányzik az épület építésének éve változó értéke:')
for columns in temp_df.columns:
    print('')
    print(str(columns) + str(':'))
    print(temp_df[columns].value_counts().head(5))

Leggyakoribb kategóriák/értékek változónként azon adatpontok esetében, ahol hiányzik az épület építésének éve változó értéke:

building_id:
1249    35136
1298    35136
1301    35128
1241    35116
1297    35115
Name: building_id, dtype: int64

meter:
0    6470035
1    2819559
2    2141016
3     697035
Name: meter, dtype: int64

timestamp:
2016-11-04 07:00:00    1400
2016-11-08 20:00:00    1400
2016-11-08 17:00:00    1399
2016-09-30 15:00:00    1399
2016-10-07 12:00:00    1399
Name: timestamp, dtype: int64

meter_reading:
0.000000     1093734
36.599998      21282
24.400000      20438
61.000000      19960
20.000000      19878
Name: meter_reading, dtype: int64

site_id:
13    2711763
9     2679323
14    2501506
3     1236835
6      668133
Name: site_id, dtype: int64

primary_use:
Education                        4114086
Office                           3318685
Entertainment/public assembly    1423388
Public services                  1161377
Lodging/residential              1078064
Name: primary_use, dtype: int64

square_feet:
42755     41156
159384    35136
171084    35136
72958     35135
65000     35134
Name: square_feet, dtype: int64

year_built:
Series([], Name: year_built, dtype: int64)

floor_count:
1.0    685256
2.0    234406
4.0    111445
5.0     78648
6.0     64155
Name: floor_count, dtype: int64

air_temperature:
23.296875    255409
24.406250    254531
25.000000    248463
23.906250    246831
25.593750    243513
Name: air_temperature, dtype: int64

cloud_coverage:
0.0    4060677
2.0    1238761
4.0     957189
8.0     382637
6.0     298279
Name: cloud_coverage, dtype: int64

dew_temperature:
22.203125    272918
22.796875    262123
21.703125    247595
23.296875    235624
18.906250    232058
Name: dew_temperature, dtype: int64

precip_depth_1_hr:
 0.0    10094933
-1.0      693063
 3.0      175506
 5.0       83411
 8.0       52077
Name: precip_depth_1_hr, dtype: int64

sea_level_pressure:
1016.0    385133
1014.5    365358
1015.0    365346
1015.5    362091
1016.5    359255
Name: sea_level_pressure, dtype: int64

wind_direction:
0.0      1629834
170.0     422638
180.0     373749
160.0     349287
190.0     345307
Name: wind_direction, dtype: int64

wind_speed:
0.000000    1633359
2.099609    1439087
1.500000    1331974
2.599609    1318578
3.099609    1174236
Name: wind_speed, dtype: int64

temp_df = train[train['cloud_coverage'].isnull()]
print('Leggyakoribb kategóriák/értékek változónként azon adatpontok esetében, ahol hiányzik a felhőtakaró mértéke változó értéke:')
for columns in temp_df.columns:
    print('')
    print(str(columns) + str(':'))
    print(temp_df[columns].value_counts().head(5))

Leggyakoribb kategóriák/értékek változónként azon adatpontok esetében, ahol hiányzik a felhőtakaró mértéke változó értéke:

building_id:
1032    26346
802     26343
801     26343
800     26343
793     26343
Name: building_id, dtype: int64

meter:
0    5329652
1    1742296
2    1247671
3     505746
Name: meter, dtype: int64

timestamp:
2016-11-23 11:00:00    2363
2016-11-23 00:00:00    2359
2016-09-29 08:00:00    2359
2016-11-23 01:00:00    2358
2016-04-07 15:00:00    2343
Name: timestamp, dtype: int64

meter_reading:
0.0      849623
100.0     11682
10.0      11617
20.0      10829
30.0       9576
Name: meter_reading, dtype: int64

site_id:
13    1327342
9     1055963
3      983668
14     944603
15     940006
Name: site_id, dtype: int64

primary_use:
Education                        3682525
Office                           1905997
Entertainment/public assembly     949881
Lodging/residential               910389
Public services                   715976
Name: primary_use, dtype: int64

square_feet:
150695    52317
64583     43523
387638    26810
127632    26346
731945    26343
Name: square_feet, dtype: int64

year_built:
1976.0    355734
1966.0    132851
1960.0    106672
1964.0    105446
1919.0    104027
Name: year_built, dtype: int64

floor_count:
1.0    449503
2.0    381871
6.0    211088
3.0    195967
4.0    187069
Name: floor_count, dtype: int64

air_temperature:
15.000000    178650
24.406250    167141
23.906250    159986
23.296875    159649
20.000000    158088
Name: air_temperature, dtype: int64

cloud_coverage:
Series([], Name: cloud_coverage, dtype: int64)

dew_temperature:
10.000000    175962
15.000000    165488
23.296875    165010
19.406250    162216
20.000000    160812
Name: dew_temperature, dtype: int64

precip_depth_1_hr:
 0.0    5019736
-1.0     924313
 3.0     218676
 5.0     101109
 8.0      61113
Name: precip_depth_1_hr, dtype: int64

sea_level_pressure:
1015.0    250940
1014.0    250020
1016.0    248823
1015.5    247300
1014.5    238693
Name: sea_level_pressure, dtype: int64

wind_direction:
0.0      726454
170.0    302754
180.0    291103
270.0    266000
160.0    265227
Name: wind_direction, dtype: int64

wind_speed:
2.099609    911204
2.599609    894433
3.099609    847853
3.599609    814861
1.500000    765024
Name: wind_speed, dtype: int64

A kapott eredmények alapján érdemes lesz külön figyelmet fordítani a 13-as telekre, valamint az 1249-es és 1298-as azaonosítóval rendelkező épületekre, mivel esetükben adathiány több változó esetében is fennáll.

Egyváltozós elemzés

A célváltozó eloszlása erősen ferde a kiugró értékek miatt.

ax = sns.boxplot(y='meter_reading',
                 data=train, 
                 width=0.5,
                 palette="BuPu")
ax.set(ylabel = 'Célváltozó eloszlása')
ax.set_title('Kiugró értékek a célváltozó (Energiafogyasztás KWh-ban) esetében', fontsize=12);

# Kiugró értékek vizsgálata az Interkvartilis terjedelem (IQR) érték alapján

def outliers_iqr(x, mplyr):
    quartile_1, quartile_3 = np.percentile(x, [25, 75])
    iqr = quartile_3 - quartile_1
    lower_bound = quartile_1 - (iqr * mplyr)
    upper_bound = quartile_3 + (iqr * mplyr)
    return list(np.where((x > upper_bound) | (x < lower_bound)))

indexes_outlier = outliers_iqr(train['meter_reading'], 1.5)[0]
train_outliers = train[train.index.isin(indexes_outlier)]
train_no_outliers = train.drop(train.index[indexes_outlier])
print('Kiugró értékek száma a célváltozóban: ' + str(len(train_outliers)))

Kiugró értékek száma a célváltozóban: 2473655

bins1 = np.linspace(min(train_no_outliers['meter_reading']), max(train_no_outliers['meter_reading']), 25)
sns.distplot(train_no_outliers['meter_reading'], bins=bins1)
plt.figsize = [6,6]

plt.title('A célváltozó (Energiafogyasztás KWh-ban) eloszlása a kiugró értékek eltávolítása után')
plt.ylabel('Sűrűség')
plt.xlabel('Energiafogyasztás KWh-ban')
plt.show()

bins2 = np.linspace(min(train_outliers['meter_reading']), max(train_outliers['meter_reading']), 25)
sns.distplot(train_outliers['meter_reading'], bins=bins2)
plt.figsize = [6,6]

plt.title('A célváltozó (Energiafogyasztás KWh-ban) eloszlása a kiugró értékek esetében')
plt.ylabel('Sűrűség')
plt.xlabel('Energiafogyasztás KWh-ban')
plt.show()

C:\Users\ZsoltNagy\Anaconda3\lib\site-packages\scipy\stats\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.
  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval

# A célváltozó eloszlásának lekérése logaritmikus transzformációt követően
bins = np.linspace(min(np.log1p(train["meter_reading"].values)), max(np.log1p(train["meter_reading"].values)), 25)
sns.distplot(np.log1p(train['meter_reading']), bins=bins)
plt.figsize = [6,6]
plt.title('A célváltozó (Energiafogyasztás KWh-ban) eloszlása logtranszformáció után kiugró értékekkel')
plt.ylabel('Sűrűség')
plt.xlabel('Energiafogyasztás KWh-ban')
plt.show()

C:\Users\ZsoltNagy\Anaconda3\lib\site-packages\scipy\stats\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.
  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval

# A célváltozó eloszlásának lekérése logaritmikus transzformációt követően
bins = np.linspace(min(np.log1p(train_no_outliers["meter_reading"].values)), max(np.log1p(train_no_outliers["meter_reading"].values)), 25)
sns.distplot(np.log1p(train_no_outliers['meter_reading']), bins=bins)
plt.figsize = [6,6]
plt.title('A célváltozó (Energiafogyasztás KWh-ban) eloszlása logtranszformáció után')
plt.ylabel('Sűrűség')
plt.xlabel('Energiafogyasztás KWh-ban')
plt.show()

A változó eloszlása a logtranszformáció és a kiugró értékek kizárása után is erősen asszimmetrikus

A független változók elemzése

cat_features_df = train[['meter', 'site_id', 'primary_use', 'floor_count']]
num_features_df = train[['square_feet', 'year_built', 'air_temperature', 'cloud_coverage', 'dew_temperature',
                                    'precip_depth_1_hr', 'sea_level_pressure', 'wind_direction', 'wind_speed']]

for features in cat_features_df:
    ax = sns.countplot(x=features, data=cat_features_df, palette=("PRGn"))
    ax.set_title(str(str('Egyes kategóriákhoz tartozó elemek száma') + str(': ') + str(features)), fontsize=14)
    ax.set_ylabel('Elemek száma')
    ax.set_xlabel('Kategóriák')
    if features == 'primary_use':
        ax.tick_params(axis='x', rotation=60)
    plt.show()

Főbb megállapítások:

• Mérő típus - Legtöbb adat elekromos áram fogyasztással kapcsolatosan, míg legkevesebb a melegvíz mérőhöz áll rendelkezésre

• Helyszín - Legtöbb adat a 13-as, a 9-es és a 2-es telkeken lévő épületekkel kapcsolatosan található az adatszetben, míg a legkevesebb a 11 és 12-es telekhez tartozó épületekről áll rendelkezésre

• Épület típus - A legtöbb esetben az épület besorolása oktatási kategóriába esett, míg a második leggyakoribb az iroda besorolosú volt

• Szintek száma - Az épületek többsége egy vagy kétszintes volt

for features in num_features_df:
    num_features_df.hist(column=features, grid=False, figsize=(8,10), layout=(3,1), sharex=True, color='#411B46', rwidth=0.8)
    

Főbb megállapítások:

• Alapterület - Számos épület alapterülete meghaladja 200000 négyzetlábat

• Építési idő - Az épületek jelentős része az 1960-80-as évek közötti időszakban épült, valószínűsíthatően alacsonyabb energetikai hatékonyság mellett

• léghőmérséklet - A levegőhőmérséklet eloszlása közel normális, ami egyrészt köszönhető az egy évet felölelő mérési időszaknak, illetve a helyszínek geográfiai szétszórtságának

A változók többváltozós elemzése

Adott mérőtípushoz tartozó mérések száma

target_count = train['meter'].value_counts()
target_count.index = ['Elektromos áram', 'Hidegvíz', 'Gőz', 'Melegvíz']
target_count = target_count.sort_values().to_frame().reset_index()

ax = sns.barplot(y= "meter", x = "index", data = target_count, palette=("BuPu"))
sns.set(rc={'figure.figsize':(10,6)})
ax.set(xlabel='Mérőtípus', ylabel='Mérések száma (egység = 10 millió)')
ax.set_title('Adott mérőtípushoz tartozó mérések száma', fontsize=14)

Text(0.5, 1.0, 'Adott mérőtípushoz tartozó mérések száma')

Összes energiafogyasztás mérőtípusonként

target_sum = train.groupby(['meter'])['meter_reading'].sum()
target_sum.index = ['Elektromos áram', 'Hidegvíz', 'Gőz', 'Melegvíz']
target_sum = target_sum.sort_values().to_frame().reset_index()

ax = sns.barplot(x="index", y = "meter_reading", data = target_sum, palette=("BuPu"))
sns.set(rc={'figure.figsize':(10,6)})
ax.set(xlabel='Mérőtípus', ylabel='Energiafogyasztás')
ax.set_title('Adott mérőtípushoz tartozó összfogyasztás', fontsize=14)

	index	meter_reading
0	Melegvíz	4.877499e+08
1	Elektromos áram	2.060313e+09
2	Hidegvíz	2.649007e+09
3	Gőz	3.760286e+10

Text(0.5, 1.0, 'Adott mérőtípushoz tartozó összfogyasztás')

Míg a gőz esetében a mérések száma nagyjából hatoda a elektromos áram fogyasztással kapcsolatban rendelkezésre álló mérések számának, az összfogyasztás tekintetében a gőz mérőtípushoz kiugróan magas fogyasztás társul.

for meter_type in sorted(train['meter'].unique().tolist()):
    meter_reading = np.log1p(train[train.meter == meter_type]['meter_reading'])
    sns.kdeplot(meter_reading, shade=True)

plt.legend(['Elektromos áram', 'Hidegvíz', 'Gőz', 'Melegvíz'], prop={'size': 12})
plt.title('Célváltozó (Energiafogyasztás KWh-ban) eloszlása mérőtípus alapján',  fontsize=14)
plt.ylabel('Sűrűség')  

Text(0, 0.5, 'Sűrűség')

Az energiafogasztás (logaritmusának) eloszlása a különböző mérőtípusok szerinti bontásban rámutat arra, hogy nagy számban találhatunk zéró értéket az adatszettben, mely az elektromos áram esetében a legkevesebb, míg a melegvíz esetében a legtöbb. Az eloszlás némi eltérést mutat az egyes mérőtípusok esetében, főként az elektromos áram tekintetében, míg a hidegvíz és a gőz mőrő szerinti fogyasztás eloszlása meglehetősen hasonló. Összefoglalva, a mérőtípus változójának bevonása az elemzésbe indokolt az eltérő eloszlások láttán.

Az idő aspektus vizsgálata a célváltozó függvényében

train["timestamp"] = pd.to_datetime(train["timestamp"])
train["hour"] = train["timestamp"].dt.hour
train["day"] = train["timestamp"].dt.day
train["weekend"] = train["timestamp"].dt.weekday
train["month"] = train["timestamp"].dt.month

train['log_meter_reading'] = np.log1p(train['meter_reading'])
fig, ax = plt.subplots(figsize=(10,5))
train.groupby('hour')['meter_reading'].median().plot(kind='line', color="darkblue", figsize=(10,6), label=False)
ax.set_ylabel('Energiafogyasztás középértéke')
ax.set_xlabel('Óra')
plt.title("Az Energiafogyasztás középértéke óránként",  fontsize=14)
plt.show()

fig, axes = plt.subplots(1, 1, figsize=(14, 6), dpi=100)
train[['timestamp', 'meter_reading']].set_index('timestamp').resample('H').mean()['meter_reading'].plot(ax=axes, label='Óránként', alpha=0.8).set_ylabel('Energiafogyasztás', fontsize=14);
train[['timestamp', 'meter_reading']].set_index('timestamp').resample('D').mean()['meter_reading'].plot(ax=axes, label='Naponként', alpha=1).set_ylabel('Energiafogyasztás', fontsize=14);
axes.set_title('Átlagos energiafogyasztás óránként és naponként', fontsize=16);
axes.legend()

<matplotlib.legend.Legend at 0x15280d3bef0>

Az átlagos energiafogyasztás ábrája meglehetősen furán fest, március után jelentős ugrás látható, míg június közepétől szinte 0 közelébe esik. Érdemes tehát egy közelebbi pillantást vetni rá.

title_list = list()
for sites in range(train['site_id'].nunique()):
    title_list.append(str('Helyszín ' + str(sites) + str(' energiafogyasztásának változása az idő függvényében')))
    
train.groupby(['timestamp', 'site_id'])['meter_reading'].mean().unstack().plot(subplots=True, layout=(8,2), figsize=(20,35), title=title_list)

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      dtype=object)

Egyrészről, az év eleji alacsony átlagos energiafogyasztásért részben az első helyszín (Site 0) április előtti adatainak hiánya okolható. Másrészről, a 13-as helyszín ábrája nagyrészt hasonlít a teljes minta ábrájához. Amennyiben visszaemlékszünk arra, hogy a legtöbb mérési adat ezen a helyszínen lévő épületekről áll rendelkezésre, illetve az átlagos energiafogyasztás jelentősen nagyobb ezen a helyszínen, akkor könnyen belátható jelentős hatása a teljes mintára. Érdemes tehát külön megvizsgálni, az egyes épülettípusoknak miképpen alakul ezen a területen az energiafogyasztása.

site_13_df = train[train.site_id == 13]
    
site_13_df.groupby(['timestamp', 'primary_use'])['meter_reading'].mean().unstack().plot(subplots=True, layout=(8,2), figsize=(20,35), title='A 13-as helyszín energiafogyasztásának változása elsődleges használat szerint:')

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        <matplotlib.axes._subplots.AxesSubplot object at 0x00000152AA24B278>]],
      dtype=object)

A fentiak alapján az oktatási intézmények között kell tovább kutatodni. Lássuk az ehhez a kategóriához tartozó épületeket.

site_13_df = train[(train.site_id == 13) & (train.primary_use == 'Education')]
    
site_13_df.groupby(['timestamp', 'building_id'])['meter_reading'].mean().unstack().plot(subplots=True, layout=(20,2), figsize=(20,35), title='A 13-as helyszínhez tartozó oktatási épületek energiafogyasztásának változása:')

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       [<matplotlib.axes._subplots.AxesSubplot object at 0x00000152B2BE5400>,
        <matplotlib.axes._subplots.AxesSubplot object at 0x00000152B2C09D68>]],
      dtype=object)

Az 1099-es számú épület egyfajta "általános átlagként" funkcionál, nélküle az adatok időbeni eloszlása jelentősen változik:

train_whtout_b1099 =  train[train.building_id != 1099]

fig, axes = plt.subplots(1, 1, figsize=(14, 6), dpi=100)
train_whtout_b1099[['timestamp', 'meter_reading']].set_index('timestamp').resample('H').mean()['meter_reading'].plot(ax=axes, label='Óránként', alpha=0.8).set_ylabel('Energiafogyasztás', fontsize=14);
train_whtout_b1099[['timestamp', 'meter_reading']].set_index('timestamp').resample('D').mean()['meter_reading'].plot(ax=axes, label='Naponként', alpha=1).set_ylabel('Energiafogyasztás', fontsize=14);
axes.set_title('Átlagos energiafogyasztás óránként és naponként az 1099-es épület nélkül', fontsize=16);
axes.legend()

<matplotlib.legend.Legend at 0x152b736cf28>

fig, ax = plt.subplots(figsize=(10,5))
ax = sns.boxplot(y="weekend", x="log_meter_reading", data=train_no_outliers, orient="h", palette="PuBu")
ax.set_ylabel('Hét napjai')
ax.set_xlabel('Energiafogyasztás logaritmusának eloszlása')
ax.set_yticklabels(['Hétfő', 'Kedd', 'Szerda', 'Csütörtök', 'Péntek', 'Szombat', 'Vasárnap'])
plt.title('Az Energiafogyasztás logaritmusának eloszlása a hét napjai szerinti bontásban',  fontsize=14)
plt.show()

meter_types = ['Elektromos áram', 'Hidegvíz', 'Gőz', 'Melegvíz']
for meter_type in sorted(train_no_outliers['meter'].unique().tolist()):
    filtered_train = train_no_outliers[train_no_outliers.meter == meter_type]
    ax = filtered_train[['timestamp','log_meter_reading']].set_index('timestamp').resample("D")['log_meter_reading'].median().plot(kind='line', color="darkblue", figsize=(10,6), alpha=0.8, label=False)
    filtered_train[['timestamp','log_meter_reading']].set_index('timestamp').resample("H")['log_meter_reading'].median().plot(kind='line', color="darkblue", figsize=(10,6), alpha=0.3, label=False)
    ax2 = ax.twinx()
    filtered_train[['timestamp','air_temperature']].set_index('timestamp').resample("D")['air_temperature'].median().plot(ax=ax2, kind='line', color="darkred", figsize=(10,6), alpha=0.8, label=False)
    filtered_train[['timestamp','air_temperature']].set_index('timestamp').resample("H")['air_temperature'].median().plot(ax=ax2, kind='line', color="darkred", figsize=(10,6), alpha=0.3, label=False)
    ax.figure.legend(['Energiafogyasztás középértéke (nap és óra)', 'Levegőhőmérséklet középértéke (nap és óra)'], loc='lower right')
    ax.set_ylabel('Energiafogyasztás logaritmusának középértéke'); ax2.set_ylabel('Levegőhőmérséklet középértéke')
    ax.set_xlabel("Mérés ideje")
    plt.title("Az Energiafogyasztás és levegőhőmérséklet változása az idő függvényében, " + str('Mérőtípus: ') + str(meter_types[meter_type]),  fontsize=14)
    plt.show()

ax = train_no_outliers[['timestamp','log_meter_reading']].set_index('timestamp').resample("H")['log_meter_reading'].mean().plot(kind='line',figsize=(10,6), alpha=0.7, label='Összes energiafogyasztás óránként')
ax2 = ax.twinx()
train_no_outliers[['timestamp','air_temperature']].set_index('timestamp').resample("H")['air_temperature'].median().plot(ax=ax2, kind='line', color="orange", figsize=(10,6), alpha=0.7, label='Levegőhőmérséklet középértéke óránként')
plt.legend()
plt.xlabel("Mérés ideje")
plt.ylabel("Átlagos energiafogyasztás KWh-ban")
plt.title("Az Energiafogyasztás és levegőhőmérséklet változása az idő függvényében")

Text(0.5, 1.0, 'Az Energiafogyasztás és levegőhőmérséklet változása az idő függvényében')

A használati típus szerinti energiafogyasztás vizsgálata

sorted(train_no_outliers['primary_use'].unique().tolist())
fig, ax = plt.subplots(figsize=(10,12))
ax = sns.boxplot(y="primary_use", x="log_meter_reading", data=train_no_outliers, orient="h", palette="PuBu")
ax.set_ylabel('Elsődleges használati típus')
ax.set_xlabel('Energiafogyasztás logaritmusának eloszlása')
plt.title('Az Energiafogyasztás logaritmusának eloszlása elsődleges használati típus szerint',  fontsize=14)
plt.show()

train_no_outliers.groupby(['hour', 'primary_use'])['meter_reading'].median().unstack().plot(subplots=True, layout=(4,4))

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      dtype=object)

Energiafogyasztás vizsgálata telephely szerinti bontásban

title_list = list()
for sites in range(train['site_id'].nunique()):
    title_list.append(str('Telephely ' + str(sites) + str(' energiafogyasztásának változása az idő függvényében')))
    
train_no_outliers.groupby(['timestamp', 'site_id'])['meter_reading'].mean().unstack().plot(subplots=True, layout=(8,2), figsize=(20,35), title=title_list)

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      dtype=object)

Energiafogyasztás vizsgálata épületenként

fig, axes = plt.subplots(1, 1, figsize=(14, 6), dpi=100)
train_no_outliers[['timestamp', 'meter_reading']].set_index('timestamp').resample('H').mean()['meter_reading'].plot(ax=axes, label='Óránként', alpha=0.8).set_ylabel('Energiafogyasztás', fontsize=14);
train_no_outliers[['timestamp', 'meter_reading']].set_index('timestamp').resample('D').mean()['meter_reading'].plot(ax=axes, label='Naponként', alpha=1).set_ylabel('Energiafogyasztás', fontsize=14);
axes.set_title('Átlagos energiafogyasztás óránként és naponként', fontsize=16);
axes.legend()

train_no_outliers.groupby(['building_id'])['meter_reading'].sum().plot()

<matplotlib.axes._subplots.AxesSubplot at 0x152899eb7f0>

Változók alakítása

Szélirány átalakítása kategórikus változóvá. Részleteket lásd a következő kernelben:

https://www.kaggle.com/caesarlupum/ashrae-ligthgbm-simple-fe

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---------------------------------------------------------------------------
TypeError                                 Traceback (most recent call last)
<ipython-input-61-26c98bc20a86> in <module>
     13     return wind_dir_list
     14 
---> 15 degToCompass(train_no_outliers['wind_direction'])

<ipython-input-61-26c98bc20a86> in degToCompass(series)
      2     wind_dir_list = list()
      3     for num in series:
----> 4         if np.isnan(series[num]) == False:
      5             val=int((series[num]/22.5))
      6             arr=[i for i in range(0,16)]

~\Anaconda3\lib\site-packages\pandas\core\series.py in __getitem__(self, key)
    765         key = com._apply_if_callable(key, self)
    766         try:
--> 767             result = self.index.get_value(self, key)
    768 
    769             if not is_scalar(result):

~\Anaconda3\lib\site-packages\pandas\core\indexes\base.py in get_value(self, series, key)
   3113         k = com._values_from_object(key)
   3114 
-> 3115         k = self._convert_scalar_indexer(k, kind='getitem')
   3116         try:
   3117             return self._engine.get_value(s, k,

~\Anaconda3\lib\site-packages\pandas\core\indexes\numeric.py in _convert_scalar_indexer(self, key, kind)
    185             key = self._maybe_cast_indexer(key)
    186         return (super(Int64Index, self)
--> 187                 ._convert_scalar_indexer(key, kind=kind))
    188 
    189     def _wrap_joined_index(self, joined, other):

~\Anaconda3\lib\site-packages\pandas\core\indexes\base.py in _convert_scalar_indexer(self, key, kind)
   1661             if kind in ['getitem', 'ix'] and is_float(key):
   1662                 if not self.is_floating():
-> 1663                     return self._invalid_indexer('label', key)
   1664 
   1665             elif kind in ['loc'] and is_float(key):

~\Anaconda3\lib\site-packages\pandas\core\indexes\base.py in _invalid_indexer(self, form, key)
   1861                         "indexers [{key}] of {kind}".format(
   1862                             form=form, klass=type(self), key=key,
-> 1863                             kind=type(key)))
   1864 
   1865     def get_duplicates(self):

TypeError: cannot do label indexing on <class 'pandas.core.indexes.numeric.Int64Index'> with these indexers [nan] of <class 'float'>

train_no_outliers['wind_direction'].unique()

array([  0., 240., 270., 350.,  nan, 280., 200., 250.,  70., 230., 360.,
       260.,  20., 190., 300., 330.,  10.,  50., 170.,  90., 160.,  30.,
       340., 110., 310., 130., 290., 100., 120.,  60., 150., 210.,  80.,
        40., 320., 140., 220., 180., 174., 176.,  84., 198., 196., 202.])

train_no_outliers.loc[train_no_outliers[np.isnan(train_no_outliers['wind_direction']) == True]] 

---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
<ipython-input-59-8e94c8321a7a> in <module>
----> 1 train_no_outliers.loc[train_no_outliers[np.isnan(train_no_outliers['wind_direction']) == True]]

~\Anaconda3\lib\site-packages\pandas\core\indexing.py in __getitem__(self, key)
   1476 
   1477             maybe_callable = com._apply_if_callable(key, self.obj)
-> 1478             return self._getitem_axis(maybe_callable, axis=axis)
   1479 
   1480     def _is_scalar_access(self, key):

~\Anaconda3\lib\site-packages\pandas\core\indexing.py in _getitem_axis(self, key, axis)
   1897 
   1898                 if hasattr(key, 'ndim') and key.ndim > 1:
-> 1899                     raise ValueError('Cannot index with multidimensional key')
   1900 
   1901                 return self._getitem_iterable(key, axis=axis)

ValueError: Cannot index with multidimensional key

print(train_no_outliers.columns)

Index(['building_id', 'meter', 'timestamp', 'meter_reading', 'site_id',
       'primary_use', 'square_feet', 'year_built', 'floor_count',
       'air_temperature', 'cloud_coverage', 'dew_temperature',
       'precip_depth_1_hr', 'sea_level_pressure', 'wind_direction',
       'wind_speed', 'hour', 'day', 'weekend', 'month', 'log_meter_reading'],
      dtype='object')

Model illesztése